# Copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License").
# You may not use this file except in compliance with the License.
# A copy of the License is located at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# or in the "license" file accompanying this file. This file is distributed
# on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either
# express or implied. See the License for the specific language governing
# permissions and limitations under the License.

# Third-party imports
from mxnet import nd


def load_gp_params():
    return nd.array(
        [
            [412263.3050, 8.0703, 57.3620],
            [387.5274, 5.0673, 4.2793],
            [41625.4972, 6.7450, 9.5796],
            [2639.2794, 3.6458, 5.1566],
            [4423.1468, 6.0896, 5.1452],
            [19065.0601, 4.2969, 13.6918],
            [28449.8824, 4.7820, 10.6377],
            [300837.0179, 6.8132, 41.2674],
            [1374.7983, 4.3378, 4.0292],
            [5304.0383, 6.1224, 1.1865],
        ]
    ).expand_dims(axis=2)


def load_exact_mean():
    return nd.array(
        [
            [
                329.91,
                318.8,
                326.58,
                352.84,
                395.77,
                452.58,
                519.87,
                594.14,
                672.03,
                750.42,
                826.4,
                897.05,
                959.22,
                1009.3,
                1043.4,
                1057.1,
                1046.3,
                1007.4,
                938.3,
                838.59,
                710.16,
                557.29,
                386.44,
                370.18,
                341.38,
                330.33,
                338.16,
                364.32,
                406.87,
                462.85,
                528.8,
                601.17,
                676.64,
                752.21,
                825.11,
                892.63,
                951.82,
                999.28,
                1031.1,
                1043.2,
                1031.2,
                991.72,
                922.39,
                822.75,
                694.55,
                541.99,
                371.45,
                376.02,
                347.33,
                336.44,
                344.41,
                370.61,
                412.98,
                468.49,
                533.61,
                604.78,
                678.67,
                752.35,
                823.15,
                888.47,
                945.49,
                990.94,
                1021.1,
                1031.7,
                1018.8,
                978.69,
                909.16,
                809.66,
                681.91,
                529.99,
                360.27,
                377.02,
                348.76,
                338.32,
                346.72,
                373.3,
                415.97,
                471.67,
                536.82,
                607.84,
                681.37,
                754.49,
                824.52,
                888.89,
                944.83,
                989.13,
                1018.1,
                1027.7,
                1013.8,
                973.03,
                903.11,
                803.53,
                676.04,
                524.73,
                355.89,
                374.28,
                346.91,
                337.34,
                346.63,
                374.14,
                417.81,
                474.57,
                540.85,
                613.01,
                687.65,
                761.74,
                832.55,
                897.41,
                953.51,
                997.61,
                1026,
                1034.8,
                1020.1,
                978.36,
                907.64,
                807.53,
                679.87,
                528.79,
                360.61,
                368.96,
                343.04,
                334.91,
                345.67,
                374.79,
                420.26,
                479.07,
                547.66,
                622.33,
                699.59,
                776.26,
                849.41,
                916.22,
                973.7,
                1018.5,
                1047.1,
                1055.3,
                1039.6,
                996.64,
                924.63,
                823.41,
                694.98,
                543.61,
                375.65,
                362.13,
                338.31,
                332.23,
                345.12,
                376.54,
                424.62,
                486.44,
                558.45,
                636.92,
                718.19,
                798.86,
                875.77,
                945.81,
                1005.8,
                1052.2,
                1081.3,
                1089.2,
                1072.4,
                1027.9,
                954.1,
                851.17,
                721.38,
                569.17,
                400.96,
                358.65,
            ],
            [
                26.239,
                26.612,
                26.31,
                25.441,
                24.318,
                23.394,
                23.112,
                23.72,
                25.148,
                27.001,
                28.699,
                29.716,
                29.81,
                29.155,
                28.283,
                27.875,
                28.464,
                30.184,
                32.67,
                35.15,
                36.697,
                36.53,
                34.26,
                26.079,
                26.356,
                26.123,
                25.377,
                24.269,
                23.133,
                22.412,
                22.513,
                23.625,
                25.603,
                27.972,
                30.08,
                31.355,
                31.549,
                30.869,
                29.916,
                29.444,
                30.048,
                31.882,
                34.561,
                37.256,
                38.964,
                38.84,
                36.463,
                27.34,
                27.022,
                26.272,
                25.145,
                23.828,
                22.661,
                22.071,
                22.427,
                23.876,
                26.22,
                28.935,
                31.326,
                32.793,
                33.079,
                32.405,
                31.404,
                30.873,
                31.438,
                33.276,
                35.992,
                38.735,
                40.468,
                40.314,
                37.834,
                28.936,
                28.179,
                27.044,
                25.629,
                24.14,
                22.91,
                22.342,
                22.777,
                24.33,
                26.785,
                29.604,
                32.084,
                33.617,
                33.942,
                33.274,
                32.242,
                31.649,
                32.13,
                33.871,
                36.492,
                39.148,
                40.809,
                40.599,
                38.075,
                30.565,
                29.545,
                28.174,
                26.574,
                24.953,
                23.624,
                22.961,
                23.278,
                24.681,
                26.963,
                29.608,
                31.943,
                33.377,
                33.648,
                32.951,
                31.886,
                31.224,
                31.584,
                33.16,
                35.596,
                38.088,
                39.641,
                39.41,
                36.961,
                31.817,
                30.693,
                29.225,
                27.539,
                25.826,
                24.371,
                23.51,
                23.538,
                24.562,
                26.408,
                28.617,
                30.572,
                31.727,
                31.828,
                31.044,
                29.925,
                29.185,
                29.41,
                30.789,
                33.006,
                35.314,
                36.788,
                36.628,
                34.415,
                32.283,
                31.18,
                29.725,
                28.034,
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                23.667,
                24.883,
                26.449,
                27.832,
                28.549,
                28.369,
                27.435,
                26.235,
                25.413,
                25.505,
                26.693,
                28.702,
                30.862,
                32.327,
                32.358,
                30.553,
                25.266,
            ],
            [
                128.95,
                122.39,
                120.64,
                123.55,
                130.36,
                139.91,
                150.88,
                162.03,
                172.42,
                181.48,
                189.02,
                195.16,
                200.19,
                204.44,
                208.13,
                211.28,
                213.65,
                214.75,
                213.92,
                210.41,
                203.54,
                192.86,
                178.23,
                163.31,
                155.31,
                151.08,
                150.99,
                154.77,
                161.58,
                170.28,
                179.68,
                188.74,
                196.76,
                203.4,
                208.68,
                212.85,
                216.27,
                219.23,
                221.88,
                224.12,
                225.6,
                225.74,
                223.82,
                219.07,
                210.87,
                198.8,
                182.79,
                174.14,
                167.52,
                164.42,
                165.1,
                169.16,
                175.75,
                183.73,
                191.99,
                199.65,
                206.14,
                211.3,
                215.28,
                218.42,
                221.08,
                223.54,
                225.85,
                227.84,
                229.03,
                228.78,
                226.33,
                220.92,
                211.96,
                199.07,
                182.29,
                173.98,
                167.47,
                164.48,
                165.21,
                169.22,
                175.62,
                183.29,
                191.13,
                198.31,
                204.34,
                209.12,
                212.84,
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                218.56,
                221.15,
                223.64,
                225.77,
                227.02,
                226.7,
                224.03,
                218.3,
                208.92,
                195.62,
                178.46,
                166,
                158.67,
                155.08,
                155.45,
                159.35,
                165.87,
                173.86,
                182.19,
                189.98,
                196.7,
                202.2,
                206.66,
                210.38,
                213.7,
                216.82,
                219.71,
                222.07,
                223.4,
                223,
                220.13,
                214.1,
                204.4,
                190.8,
                173.44,
                154.11,
                145.46,
                140.96,
                140.92,
                144.95,
                152.12,
                161.23,
                171.03,
                180.51,
                189,
                196.23,
                202.23,
                207.24,
                211.54,
                215.29,
                218.49,
                220.88,
                221.98,
                221.18,
                217.81,
                211.23,
                201.01,
                186.99,
                169.34,
                142.18,
                132.2,
                126.9,
                126.73,
                131.35,
                139.83,
                150.86,
                163.06,
                175.18,
                186.35,
                196.06,
                204.16,
                210.78,
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                220.35,
                223.51,
                225.44,
                225.78,
                224.02,
                219.59,
                211.98,
                200.83,
                186.04,
                167.83,
                139.73,
            ],
            [
                70.415,
                63.185,
                60.465,
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                60.143,
                57.038,
                52.504,
                50.145,
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                70.705,
                66.507,
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            ],
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            ],
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            ],
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    )


def load_exact_std():
    return nd.array(
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                1.2384,
                1.239,
                1.2416,
                1.2438,
                1.2457,
                1.2528,
                1.2613,
                1.335,
                1.345,
                1.2709,
                1.2607,
                1.2507,
                1.248,
                1.2463,
                1.2442,
                1.2434,
                1.2432,
                1.2425,
                1.242,
                1.242,
                1.242,
                1.242,
                1.2425,
                1.2432,
                1.2434,
                1.2442,
                1.2463,
                1.248,
                1.2507,
                1.2607,
                1.2709,
                1.345,
                1.3566,
                1.2758,
                1.2693,
                1.2573,
                1.2531,
                1.2522,
                1.2503,
                1.2489,
                1.2484,
                1.2479,
                1.2475,
                1.2474,
                1.2474,
                1.2475,
                1.2479,
                1.2484,
                1.2489,
                1.2503,
                1.2522,
                1.2531,
                1.2573,
                1.2693,
                1.2758,
                1.3566,
                1.506,
                1.3486,
                1.3332,
                1.3187,
                1.3103,
                1.3068,
                1.3037,
                1.3015,
                1.3006,
                1.2999,
                1.2991,
                1.2986,
                1.2986,
                1.2991,
                1.2999,
                1.3006,
                1.3015,
                1.3037,
                1.3068,
                1.3103,
                1.3187,
                1.3332,
                1.3486,
                1.506,
                1.506,
            ],
        ]
    )


def load_xfull():
    return nd.array(
        [
            [0.0, 1.0],
            [0.0, 2.0],
            [0.0, 3.0],
            [0.0, 4.0],
            [0.0, 5.0],
            [0.0, 6.0],
            [0.0, 7.0],
            [0.0, 8.0],
            [0.0, 9.0],
            [0.0, 10.0],
            [0.0, 11.0],
            [0.0, 12.0],
            [0.0, 13.0],
            [0.0, 14.0],
            [0.0, 15.0],
            [0.0, 16.0],
            [0.0, 17.0],
            [0.0, 18.0],
            [0.0, 19.0],
            [0.0, 20.0],
            [0.0, 21.0],
            [0.0, 22.0],
            [0.0, 23.0],
            [1.0, 0.0],
            [1.0, 1.0],
            [1.0, 2.0],
            [1.0, 3.0],
            [1.0, 4.0],
            [1.0, 5.0],
            [1.0, 6.0],
            [1.0, 7.0],
            [1.0, 8.0],
            [1.0, 9.0],
            [1.0, 10.0],
            [1.0, 11.0],
            [1.0, 12.0],
            [1.0, 13.0],
            [1.0, 14.0],
            [1.0, 15.0],
            [1.0, 16.0],
            [1.0, 17.0],
            [1.0, 18.0],
            [1.0, 19.0],
            [1.0, 20.0],
            [1.0, 21.0],
            [1.0, 22.0],
            [1.0, 23.0],
            [2.0, 0.0],
            [2.0, 1.0],
            [2.0, 2.0],
            [2.0, 3.0],
            [2.0, 4.0],
            [2.0, 5.0],
            [2.0, 6.0],
            [2.0, 7.0],
            [2.0, 8.0],
            [2.0, 9.0],
            [2.0, 10.0],
            [2.0, 11.0],
            [2.0, 12.0],
            [2.0, 13.0],
            [2.0, 14.0],
            [2.0, 15.0],
            [2.0, 16.0],
            [2.0, 17.0],
            [2.0, 18.0],
            [2.0, 19.0],
            [2.0, 20.0],
            [2.0, 21.0],
            [2.0, 22.0],
            [2.0, 23.0],
            [3.0, 0.0],
            [3.0, 1.0],
            [3.0, 2.0],
            [3.0, 3.0],
            [3.0, 4.0],
            [3.0, 5.0],
            [3.0, 6.0],
            [3.0, 7.0],
            [3.0, 8.0],
            [3.0, 9.0],
            [3.0, 10.0],
            [3.0, 11.0],
            [3.0, 12.0],
            [3.0, 13.0],
            [3.0, 14.0],
            [3.0, 15.0],
            [3.0, 16.0],
            [3.0, 17.0],
            [3.0, 18.0],
            [3.0, 19.0],
            [3.0, 20.0],
            [3.0, 21.0],
            [3.0, 22.0],
            [3.0, 23.0],
            [4.0, 0.0],
            [4.0, 1.0],
            [4.0, 2.0],
            [4.0, 3.0],
            [4.0, 4.0],
            [4.0, 5.0],
            [4.0, 6.0],
            [4.0, 7.0],
            [4.0, 8.0],
            [4.0, 9.0],
            [4.0, 10.0],
            [4.0, 11.0],
            [4.0, 12.0],
            [4.0, 13.0],
            [4.0, 14.0],
            [4.0, 15.0],
            [4.0, 16.0],
            [4.0, 17.0],
            [4.0, 18.0],
            [4.0, 19.0],
            [4.0, 20.0],
            [4.0, 21.0],
            [4.0, 22.0],
            [4.0, 23.0],
            [5.0, 0.0],
            [5.0, 1.0],
            [5.0, 2.0],
            [5.0, 3.0],
            [5.0, 4.0],
            [5.0, 5.0],
            [5.0, 6.0],
            [5.0, 7.0],
            [5.0, 8.0],
            [5.0, 9.0],
            [5.0, 10.0],
            [5.0, 11.0],
            [5.0, 12.0],
            [5.0, 13.0],
            [5.0, 14.0],
            [5.0, 15.0],
            [5.0, 16.0],
            [5.0, 17.0],
            [5.0, 18.0],
            [5.0, 19.0],
            [5.0, 20.0],
            [5.0, 21.0],
            [5.0, 22.0],
            [5.0, 23.0],
            [6.0, 0.0],
            [6.0, 1.0],
            [6.0, 2.0],
            [6.0, 3.0],
            [6.0, 4.0],
            [6.0, 5.0],
            [6.0, 6.0],
            [6.0, 7.0],
            [6.0, 8.0],
            [6.0, 9.0],
            [6.0, 10.0],
            [6.0, 11.0],
            [6.0, 12.0],
            [6.0, 13.0],
            [6.0, 14.0],
            [6.0, 15.0],
            [6.0, 16.0],
            [6.0, 17.0],
            [6.0, 18.0],
            [6.0, 19.0],
            [6.0, 20.0],
            [6.0, 21.0],
            [6.0, 22.0],
            [6.0, 23.0],
            [0.0, 0.0],
            [0.0, 1.0],
            [0.0, 2.0],
            [0.0, 3.0],
            [0.0, 4.0],
            [0.0, 5.0],
            [0.0, 6.0],
            [0.0, 7.0],
            [0.0, 8.0],
            [0.0, 9.0],
            [0.0, 10.0],
            [0.0, 11.0],
            [0.0, 12.0],
            [0.0, 13.0],
            [0.0, 14.0],
            [0.0, 15.0],
            [0.0, 16.0],
            [0.0, 17.0],
            [0.0, 18.0],
            [0.0, 19.0],
            [0.0, 20.0],
            [0.0, 21.0],
            [0.0, 22.0],
            [0.0, 23.0],
            [1.0, 0.0],
            [1.0, 1.0],
            [1.0, 2.0],
            [1.0, 3.0],
            [1.0, 4.0],
            [1.0, 5.0],
            [1.0, 6.0],
            [1.0, 7.0],
            [1.0, 8.0],
            [1.0, 9.0],
            [1.0, 10.0],
            [1.0, 11.0],
            [1.0, 12.0],
            [1.0, 13.0],
            [1.0, 14.0],
            [1.0, 15.0],
            [1.0, 16.0],
            [1.0, 17.0],
            [1.0, 18.0],
            [1.0, 19.0],
            [1.0, 20.0],
            [1.0, 21.0],
            [1.0, 22.0],
            [1.0, 23.0],
            [2.0, 0.0],
            [2.0, 1.0],
            [2.0, 2.0],
            [2.0, 3.0],
            [2.0, 4.0],
            [2.0, 5.0],
            [2.0, 6.0],
            [2.0, 7.0],
            [2.0, 8.0],
            [2.0, 9.0],
            [2.0, 10.0],
            [2.0, 11.0],
            [2.0, 12.0],
            [2.0, 13.0],
            [2.0, 14.0],
            [2.0, 15.0],
            [2.0, 16.0],
            [2.0, 17.0],
            [2.0, 18.0],
            [2.0, 19.0],
            [2.0, 20.0],
            [2.0, 21.0],
            [2.0, 22.0],
            [2.0, 23.0],
            [3.0, 0.0],
            [3.0, 1.0],
            [3.0, 2.0],
            [3.0, 3.0],
            [3.0, 4.0],
            [3.0, 5.0],
            [3.0, 6.0],
            [3.0, 7.0],
            [3.0, 8.0],
            [3.0, 9.0],
            [3.0, 10.0],
            [3.0, 11.0],
            [3.0, 12.0],
            [3.0, 13.0],
            [3.0, 14.0],
            [3.0, 15.0],
            [3.0, 16.0],
            [3.0, 17.0],
            [3.0, 18.0],
            [3.0, 19.0],
            [3.0, 20.0],
            [3.0, 21.0],
            [3.0, 22.0],
            [3.0, 23.0],
            [4.0, 0.0],
            [4.0, 1.0],
            [4.0, 2.0],
            [4.0, 3.0],
            [4.0, 4.0],
            [4.0, 5.0],
            [4.0, 6.0],
            [4.0, 7.0],
            [4.0, 8.0],
            [4.0, 9.0],
            [4.0, 10.0],
            [4.0, 11.0],
            [4.0, 12.0],
            [4.0, 13.0],
            [4.0, 14.0],
            [4.0, 15.0],
            [4.0, 16.0],
            [4.0, 17.0],
            [4.0, 18.0],
            [4.0, 19.0],
            [4.0, 20.0],
            [4.0, 21.0],
            [4.0, 22.0],
            [4.0, 23.0],
            [5.0, 0.0],
            [5.0, 1.0],
            [5.0, 2.0],
            [5.0, 3.0],
            [5.0, 4.0],
            [5.0, 5.0],
            [5.0, 6.0],
            [5.0, 7.0],
            [5.0, 8.0],
            [5.0, 9.0],
            [5.0, 10.0],
            [5.0, 11.0],
            [5.0, 12.0],
            [5.0, 13.0],
            [5.0, 14.0],
            [5.0, 15.0],
            [5.0, 16.0],
            [5.0, 17.0],
            [5.0, 18.0],
            [5.0, 19.0],
            [5.0, 20.0],
            [5.0, 21.0],
            [5.0, 22.0],
            [5.0, 23.0],
            [6.0, 0.0],
            [6.0, 1.0],
            [6.0, 2.0],
            [6.0, 3.0],
            [6.0, 4.0],
            [6.0, 5.0],
            [6.0, 6.0],
            [6.0, 7.0],
            [6.0, 8.0],
            [6.0, 9.0],
            [6.0, 10.0],
            [6.0, 11.0],
            [6.0, 12.0],
            [6.0, 13.0],
            [6.0, 14.0],
            [6.0, 15.0],
            [6.0, 16.0],
            [6.0, 17.0],
            [6.0, 18.0],
            [6.0, 19.0],
            [6.0, 20.0],
            [6.0, 21.0],
            [6.0, 22.0],
            [6.0, 23.0],
            [0.0, 0.0],
        ]
    ).expand_dims(axis=0)


def load_ytrain():
    return nd.array(
        [
            [
                3.392694091796875000e02,
                3.198630065917968750e02,
                3.210045776367187500e02,
                3.175798950195312500e02,
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                4.615182800292968750e02,
                5.757534179687500000e02,
                5.871689453125000000e02,
                6.362899780273437500e02,
                6.785616455078125000e02,
                7.677511596679687500e02,
                9.501369628906250000e02,
                1.041723754882812500e03,
                1.016529663085937500e03,
                9.112100219726562500e02,
                1.019965759277343750e03,
                1.019977172851562500e03,
                1.055456665039062500e03,
                1.033710083007812500e03,
                7.803538818359375000e02,
                7.322830810546875000e02,
                4.934931640625000000e02,
                3.872488708496093750e02,
                3.655593566894531250e02,
                3.747031860351562500e02,
                3.518378906250000000e02,
                3.621347045898437500e02,
                3.427054748535156250e02,
                3.461187133789062500e02,
                4.992009277343750000e02,
                6.488584594726562500e02,
                6.145890502929687500e02,
                6.888356323242187500e02,
                7.624086914062500000e02,
                7.517237548828125000e02,
                9.593036499023437500e02,
                9.810502319335937500e02,
                1.038287719726562500e03,
                9.249543457031250000e02,
                1.033710083007812500e03,
                1.079497680664062500e03,
                1.050879028320312500e03,
                9.673059082031250000e02,
                7.490639038085937500e02,
                7.319063720703125000e02,
                4.854908752441406250e02,
                3.826940612792968750e02,
                3.644178161621093750e02,
                3.667009277343750000e02,
                3.506963500976562500e02,
                3.438470458984375000e02,
                3.267123413085937500e02,
                3.347031860351562500e02,
                4.923515930175781250e02,
                6.385730590820312500e02,
                6.180136718750000000e02,
                6.766895141601562500e02,
                6.880822143554687500e02,
                7.643150634765625000e02,
                1.010810485839843750e03,
                1.053173461914062500e03,
                1.042876708984375000e03,
                9.570091552734375000e02,
                1.054303710937500000e03,
                1.118424682617187500e03,
                1.089805908203125000e03,
                9.661757812500000000e02,
                7.852968139648437500e02,
                7.608903808593750000e02,
                4.912100524902343750e02,
                3.803995361328125000e02,
                3.586986389160156250e02,
                3.667009277343750000e02,
                3.461187133789062500e02,
                3.609817199707031250e02,
                3.449771728515625000e02,
                3.404109497070312500e02,
                4.843721313476562500e02,
                6.560958862304687500e02,
                6.214497680664062500e02,
                6.937899780273437500e02,
                7.357191772460937500e02,
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                9.375456542968750000e02,
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                9.787671508789062500e02,
                1.026849365234375000e03,
                9.684703369140625000e02,
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                7.277055053710937500e02,
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                4.809360656738281250e02,
                3.712785339355468750e02,
                3.518378906250000000e02,
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                1.023401855468750000e03,
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                1.018824218750000000e03,
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                5.072031860351562500e02,
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            ],
            [
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